Announcing LiteLLM x Microsoft ASSERT
Today we're excited to officially launch LiteLLM x Microsoft ASSERT — bringing policy-driven agent evaluation to every model running through the LiteLLM AI Gateway.
What is ASSERT?
ASSERT is Microsoft's open-source framework for policy-driven agent evaluation, built on a proven Microsoft Research approach. ASSERT takes your organizational policies and requirements as input, systematically generates targeted evaluation scenarios, and surfaces safety and quality defects before they reach production.
Why this matters
As teams ship agents into production, the gap between "it works in a demo" and "it behaves under our policies" is where real risk lives. ASSERT closes that gap by turning your written policies into concrete, testable evaluation scenarios — and now those evaluations run against any of the 100+ LLM providers LiteLLM supports, through a single unified interface.
How it works with LiteLLM
- Bring your policies — ASSERT ingests your organizational policies and requirements.
- Generate scenarios — ASSERT systematically produces targeted evaluation scenarios.
- Run through LiteLLM — evaluate any model behind the LiteLLM Gateway with consistent auth, logging, and cost tracking.
- Surface defects early — catch safety and quality issues before they reach production.
Get started
ASSERT is open source. Point it at your LiteLLM Gateway endpoint and start evaluating your agents against your own policies today.
- Set up the LiteLLM Gateway — get a gateway endpoint running in minutes.
- Microsoft ASSERT on GitHub — install ASSERT and run it against your gateway.

